{"id":"W4400998191","doi":"10.69554/lihr6053","title":"Sustainability issue communication and student social media engagement: Recommendations for climate communicators","year":2020,"lang":"en","type":"article","venue":"Journal of digital & social media marketing.","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"Environment and Climate Change Canada; Mitacs","keywords":"Sustainability; Social media; Psychology; Public engagement; Public relations; Political science; Computer science; World Wide Web; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.008678814,0.0001718623,0.000403281,0.00008908369,0.002980798,0.0005234089,0.001002771,0.0001312364,0.0001026337],"category_scores_gemma":[0.01202767,0.0001810329,0.0002016944,0.0003492185,0.0004211911,0.0006389556,0.0005766412,0.0008921555,0.000003605309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002981785,"about_ca_system_score_gemma":0.0002344898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002650469,"about_ca_topic_score_gemma":0.0001933223,"domain_scores_codex":[0.9949399,0.00316576,0.0007240557,0.0001502061,0.0006212917,0.0003988441],"domain_scores_gemma":[0.9893178,0.008710939,0.0007655824,0.0001812801,0.0007716988,0.0002527431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004754657,0.0004503446,0.008210165,0.0001948187,0.0001849382,0.000002539392,0.7402884,0.000001787208,0.000004499488,0.004979956,0.0237494,0.2214577],"study_design_scores_gemma":[0.0009210181,0.00006913192,0.01382171,0.00004660051,0.0000969867,5.006518e-7,0.5554066,0.000009205357,0.000002052865,0.001557876,0.4278835,0.0001848432],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6039951,0.001110363,0.00009243097,0.3722386,0.0008601362,0.0009762613,0.0001323413,0.000167902,0.02042686],"genre_scores_gemma":[0.9964334,0.00124623,0.0006463797,0.0005418418,0.00101566,0.00002188407,0.00005152319,0.00002505297,0.00001800738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4041341,"threshold_uncertainty_score":0.9983172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0686850630627038,"score_gpt":0.3681764946554897,"score_spread":0.2994914315927859,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}